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Explore the critical aspects of lead awareness with our comprehensive online training course. From understanding the basics of lead and its health implications to practical measures for prevention at home and in the workplace, each module delves into vital topics such as biochemical effects, lead poisoning, and legal considerations. Equip yourself with essential knowledge to safeguard your health and comply with regulations effectively. Ideal for professionals and individuals seeking to enhance their awareness and proactive approach towards lead safety. Key Features: CPD Certified Free Certificate from Reed CIQ Approved Developed by Specialist Lifetime Access In this lead awareness online training, learners will gain a comprehensive understanding of lead and its impact on health. They will explore how lead exposure occurs and its effects on the body. The training covers the biochemical and toxicological effects of lead, detailing how lead poisoning happens and its symptoms. Learners will also learn about lead paint hazards and prevention strategies, both at home and in the workplace. They will understand the legal aspects related to lead exposure, including regulations and responsibilities. By the end of the course, learners will be equipped with knowledge on identifying lead risks, implementing preventive measures, and ensuring safety in environments where lead exposure is a concern. This training aims to empower learners with the information needed to protect themselves and others from the dangers associated with lead exposure. Course Curriculum: Module 01: Introduction to Lead Module 02: Lead and Your Health Module 03: Exposure to Lead Module 04: Biochemical and Toxicological Effects of Lead Module 05: Lead Poisoning Module 06: Lead Paint Module 07: Lead Poisoning Prevention at Home Module 08: Preventive Measures for Lead Toxicity in Workplace Module 09: Lead and the Law Learning Outcomes: Identify sources and uses of lead in various environments. Explain the health risks associated with lead exposure. Describe methods of measuring exposure to lead. Discuss the physiological effects of lead on the human body. Recognise symptoms and treatment of lead poisoning. Apply preventive measures to reduce lead exposure risks. CPD 10 CPD hours / points Accredited by CPD Quality Standards Lead Awareness Online Training 2:15:19 1: Module 01: Introduction to Lead 14:21 2: Module 02: Lead and Your Health 12:16 3: Module 03: Exposure to Lead 14:57 4: Module 04: Biochemical and Toxicological Effects of Lead 14:21 5: Module 05: Lead Poisoning 09:01 6: Module 06: Lead Paint 07:41 7: Module 07: Lead Poisoning Prevention at Home 13:56 8: Module 08: Preventive Measures for Lead Toxicity in Workplace 15:16 9: Module 09: Lead and the Law 32:30 10: CPD Certificate - Free 01:00 Who is this course for? Workers in industries with potential lead exposure. Homeowners concerned about lead in their environment. Public health officials and policymakers needing comprehensive understanding. Environmental consultants and inspectors assessing lead risks. Health educators aiming to inform communities about lead hazards. Career path Environmental Health Officer Occupational Health Advisor Construction Site Supervisor Public Health Inspector Industrial Hygienist Environmental Consultant Certificates Digital certificate Digital certificate - Included Reed Courses Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

Explore the critical aspects of lead awareness with our comprehensive online training course. From understanding the basics of lead and its health implications to practical measures for prevention at home and in the workplace, each module delves into vital topics such as biochemical effects, lead poisoning, and legal considerations. Equip yourself with essential knowledge to safeguard your health and comply with regulations effectively. Ideal for professionals and individuals seeking to enhance their awareness and proactive approach towards lead safety. Key Features: CPD Certified Free Certificate from Reed CIQ Approved Developed by Specialist Lifetime Access In this lead awareness online training, learners will gain a comprehensive understanding of lead and its impact on health. They will explore how lead exposure occurs and its effects on the body. The training covers the biochemical and toxicological effects of lead, detailing how lead poisoning happens and its symptoms. Learners will also learn about lead paint hazards and prevention strategies, both at home and in the workplace. They will understand the legal aspects related to lead exposure, including regulations and responsibilities. By the end of the course, learners will be equipped with knowledge on identifying lead risks, implementing preventive measures, and ensuring safety in environments where lead exposure is a concern. This training aims to empower learners with the information needed to protect themselves and others from the dangers associated with lead exposure. Course Curriculum: Module 01: Introduction to Lead Module 02: Lead and Your Health Module 03: Exposure to Lead Module 04: Biochemical and Toxicological Effects of Lead Module 05: Lead Poisoning Module 06: Lead Paint Module 07: Lead Poisoning Prevention at Home Module 08: Preventive Measures for Lead Toxicity in Workplace Module 09: Lead and the Law Learning Outcomes: Identify sources and uses of lead in various environments. Explain the health risks associated with lead exposure. Describe methods of measuring exposure to lead. Discuss the physiological effects of lead on the human body. Recognise symptoms and treatment of lead poisoning. Apply preventive measures to reduce lead exposure risks. CPD 10 CPD hours / points Accredited by CPD Quality Standards Lead Awareness Online Training 2:15:19 1: Module 01: Introduction to Lead 14:21 2: Module 02: Lead and Your Health 12:16 3: Module 03: Exposure to Lead 14:57 4: Module 04: Biochemical and Toxicological Effects of Lead 14:21 5: Module 05: Lead Poisoning 09:01 6: Module 06: Lead Paint 07:41 7: Module 07: Lead Poisoning Prevention at Home 13:56 8: Module 08: Preventive Measures for Lead Toxicity in Workplace 15:16 9: Module 09: Lead and the Law 32:30 10: CPD Certificate - Free 01:00 Who is this course for? Workers in industries with potential lead exposure. Homeowners concerned about lead in their environment. Public health officials and policymakers needing comprehensive understanding. Environmental consultants and inspectors assessing lead risks. Health educators aiming to inform communities about lead hazards. Career path Environmental Health Officer Occupational Health Advisor Construction Site Supervisor Public Health Inspector Industrial Hygienist Environmental Consultant Certificates Digital certificate Digital certificate - Included Reed Courses Certificate of Completion Digital certificate - Included Will be downloadable when all lectures have been completed.

If you wish to work in the sports industry, you must grasp the skills to deal with injuries and medications. The Sports Medicine Fundamentals course will help you build a solid foundation in sports medicine. In addition, it will introduce you to the common injuries and the medications used for them. The Sports Medicine Fundamentals course will introduce you to the fundamentals of sports medicine. In this course, you will learn about common sports injuries. The easy-to-follow modules will educate you on the essential sports medications. You will enrich your knowledge of nutrition and weight management. Here, you will also learn to identify the medical problems faced by the athletes. This comprehensive course will help you comprehend the principles of performance enhancement. You will also understand the importance of imaging in sports medications. Upon completing this Sports Medicine Fundamentals course, you will receive a valuable certificate. This certificate will levitate your resume and boost your employability in the relevant industry. Join now! Learning Objectives Learn the basics of sports medicines Familiarise yourself with the common sports injuries Learn about the fundamental sports medicines Understand the essentials of nutrition and weight management Know about the medical problems faced by athletes Grasp the concept of performance enhancement Understand the importance of imaging in sports medicines Who is this Course for? This Sports Medicine Fundamentals course is ideal for aspiring sports first aiders or sports coaches who wish to gain the relevant skills and knowledge to fast track their careers. It is for those who have little or no knowledge of sports medicine or those who are new to the field and want to test their skills and knowledge. There are no entry requirements for this course; however, an eye for detail and a creative mind is essential. Entry Requirement Anyone interested in learning more about this subject should take this Sports Medicine Fundamentals course. This course will help you grasp the basic concepts as well as develop a thorough understanding of the subject. The course is open to students from any academic background, as there is no prerequisites to enrol on this course. The course materials are accessible from an internet enabled device at anytime of the day. CPD Certificate from Course Gate At the successful completion of the course, you can obtain your CPD certificate from us. You can order the PDF certificate for £4.99 and the hard copy for £9.99. Also, you can order both PDF and hardcopy certificates for £12.99. Career path On successful completion of the Sports Medicine Fundamentals course, learners can progress to a more advanced program from our course list. Career opportunities in this field include freelancing or working in-house, within a range of professional settings, with the opportunity to earn a high salary. Related professions in this industry include: Sports Coach Sports First Aider Course Curriculum Module 01: Sports Medicine Sports Medicine 00:18:00 Module 02: Careers in Sports Medicine Careers in Sports Medicine 00:16:00 Module 03: Top Ten Common Sports Injuries Top Ten Common Sports Injuries 00:28:00 Module 04: Common Sports Medicines Common Sports Medicines 00:26:00 Module 05: Nutrition and Weight Management Nutrition and Weight Management 00:30:00 Module 06: Medical Problems Faced by Athletes Medical Problems Faced by Athletes 00:33:00 Module 07: Sports and Exercise Sports and Exercise 00:34:00 Module 08: Imaging in Sports Medicine Imaging in Sports Medicine 00:32:00 Module 09: Performance Enhancement Performance Enhancement 00:18:00 Module 10: The Future of Sports Science The Future of Sports Science 00:20:00 Certificate and Transcript Order Your Certificates or Transcripts 00:00:00

If you want to start your import-export business but don't know where to start, this Import/Export Business course will guide you through the process. Through this course, you'll learn the process of purchasing products, packing, shipping, and selling them for maximum profits. This Import/Export Business course will teach you the essential steps to start your import-export business. It will introduce you to the import-export operations. You will learn how to choose the right products for your business. You'll also learn how to target the market and find your ideal customers. Our exclusive lectures will also educate you on supply chain management and familiarise you with the necessary tools for trading.  Learning Objectives Learn how to organise for import and export operations Be able to choose the right products for your business Know how to target the market and find the ideal customers Understand the process of searching, marketing, and distribution Learn about documentation and supply chain management Know about the pricing, payment, and shipping procedureDetermine the necessary tools for trading Who is this Course for? This Import/Export Business course is ideal for aspiring professionals who wish to gain the relevant skills and knowledge to fast track their careers. It is for those who have little or no knowledge of import-export business or those who are new to the field and want to test their skills and knowledge. There are no entry requirements for this course. However, an eye for detail and a creative mind is essential. Entry Requirement Anyone interested in learning more about this subject should take this Import/Export Business course. This course will help you grasp the basic concepts as well as develop a thorough understanding of the subject. The course is open to students from any academic background, as there is no prerequisites to enrol on this course. The course materials are accessible from an internet enabled device at anytime of the day. CPD Certificate from Course Gate At the successful completion of the course, you can obtain your CPD certificate from us. You can order the PDF certificate for £4.99 and the hard copy for £9.99. Also, you can order both PDF and hardcopy certificates for £12.99. Career path On successful completion of the Import/Export Business course, learners can progress to a more advanced program from our course list. Career opportunities in this field include freelancing or working in-house, within a range of professional settings, with the opportunity to earn a high salary. Related professions in this industry include: Import Operator Import Clerk Import Manager Import Administrator Import & Export Controller Supply Chain Coordinator Import & Export Coordinator Sales & Shipping Administrator Management Consultant Lead Course Curriculum Module 01: Introduction to Import Export Introduction to Import Export 00:20:00 Module 02: Organising the Import Export Operation Organising the Import Export Operation 00:26:00 Module 03: Products for Your Import Export Business Products for Your Import Export Business 00:23:00 Module 04: Target the Marketing and Find Your Customers Target the Marketing and Find Your Customers 00:23:00 Module 05: Searching, Marketing, and Distribution Searching, Marketing, and Distribution 00:24:00 Module 06: Documentation and Supply Chain Management Documentation and Supply Chain Management 00:14:00 Module 07: Pricing, Payment and Shipping Procedure Pricing, Payment and Shipping Procedure 00:22:00 Module 08: Necessary Tools for Trading Necessary Tools for Trading 00:12:00 Assignment Assignment - Import/Export Business 00:00:00 Certificate and Transcript Order Your Certificates or Transcripts 00:00:00

Are you ready to embark on an enlightening journey of wisdom with the Sports Medicine bundle and pave your way to an enriched personal and professional future? If so, then Step into a world of knowledge with our course bundle - Sports Medicine. Delve into eight immersive CPD Accredited courses, each a standalone course: Course 01: Sports Medicine Fundamentals Course 02: Sports Injuries Course 03: Sports First Aid Course 04: Concussion and Brain Injury Awareness Course 05: Sports Coaching Diploma Course 06: Sports Nutrition Course Course 07: Reflexology Training Course 08: Sports Therapy Traverse the vast landscapes of theory, unlocking new dimensions of understanding at every turn. Let the Sports Medicine bundle illuminate your path to wisdom. The Sports Medicine bundle offers a comprehensive exploration into a rich tapestry of vast knowledge across eight carefully curated courses. The journey is designed to enhance your understanding and critical thinking skills. Each course within the bundle provides a deep dive into complex theories, principles, and frameworks, allowing you to delve into the nuances of the subject matter at your own pace. In the Sports Medicine package framework, you are bestowed with complimentary PDF certificates for all the courses included in this bundle, all without any additional charge. Adorn yourself with the Sports Medicine bundle, empowering you to traverse your career trajectory or personal growth journey with self-assurance. So, don't wait further join the Sports Medicine community today and let your voyage of discovery begin! Learning Outcomes: Attain a holistic understanding of the designated areas of study with the Sports Medicine bundle. Establish robust bases across each course nestled within the Sports Medicine bundle. Decipher intricate concepts through the articulate content of the Sports Medicine bundle. Amplify your prowess in interpreting, scrutinising, and implementing theories. Procure the capacity to engage with the course material intellectually and profoundly. Become proficient in the art of problem-solving across various disciplines. Stepping into the Sports Medicine bundle is akin to entering a world overflowing with deep theoretical wisdom. Each course within this distinctive bundle is an individual journey, meticulously crafted to untangle the complex web of theories, principles, and frameworks. Learners are inspired to explore, question, and absorb, thus enhancing their understanding and honing their critical thinking skills. Each course invites a personal and profoundly enlightening interaction with knowledge. The Sports Medicine bundle shines in its capacity to cater to a wide range of learning needs and lifestyles. It gives learners the freedom to learn at their own pace, forging a unique path of discovery. More than just an educational journey, the Sports Medicine bundle fosters personal growth, enabling learners to skillfully navigate the complexities of the world. The Sports Medicine bundle also illuminates the route to a rewarding career. The theoretical insight acquired through this bundle forms a strong foundation for various career opportunities, from academia and research to consultancy and programme management. The profound understanding fostered by the Sports Medicine bundle allows learners to make meaningful contributions to their chosen fields. Embark on the Sports Medicine journey and let knowledge guide you towards a brighter future. CPD 80 CPD hours / points Accredited by CPD Quality Standards Who is this course for? This Sports Medicine bundle is suitable for: Individuals keen on deepening their firm understanding in their respective fields. Students pursuing higher education looking for comprehensive theory modules. Professionals seeking to refresh or enhance their knowledge. Anyone with a thirst for knowledge and a passion for continuous learning. Requirements Without any formal requirements, you can delightfully enrol in this Sports Medicine bundle. Career path Armed with the Sports Medicine bundle, your professional journey can reach new heights. The comprehensive theoretical knowledge from this bundle can unlock diverse career opportunities across several fields. Whether it's academic research, consultancy, or programme management, the Sports Medicine bundle lays a solid groundwork. Certificates CPD Certificate Of Completion Digital certificate - Included 8 Digital Certificates Are Included With This Bundle CPD Quality Standard Hardcopy Certificate (FREE UK Delivery) Hard copy certificate - £9.99 Hardcopy Transcript - £9.99

Start on a journey towards safer roads. Discover essential insights in Driver Safety Awareness. Join now for secure travels.

Level 1 Award in Food Science and Food Microbiology Gain insights into Food Microbiology, understanding food spoilage, preservation techniques, and the significance of foodborne diseases. Dive deeper into topics like probiotic foods, genetically modified food, and their impact on public health. Unlock the secrets of the food industry through the lens of Food Science. Learning Outcomes: Explain the fundamentals of Food Microbiology. Identify methods for food spoilage prevention. Analyze causes of foodborne diseases and food poisoning. Evaluate the impact of probiotic foods on gut health. Examine the role of genetically modified food. More Benefits: LIFETIME access Device Compatibility Free Workplace Management Toolkit Level 1 Award in Food Science and Food Microbiology Course Syllabus Food Science Basics: Begin your exploration of food science by understanding the fascinating world of microorganisms in food, their roles, and their impact on food safety and quality. Food Preservation: Delve into the mechanisms of food spoilage and learn the techniques and methods used in food preservation to extend shelf life and maintain food freshness. Foodborne Diseases & Poisoning: Investigate foodborne diseases, their causes, symptoms, and preventive measures, gaining insights into the critical aspects of food safety. Probiotic Foods: Explore the relationship between food science and human health, particularly the role of probiotics in promoting gut health and overall well-being. Modified Food: Dive into the controversial but important topic of genetically modified (GM) foods, understanding the science behind them, their benefits, and concerns in the context of food science. Food Microbiology: Discover the crucial connection between food microbiology and public health, emphasizing the importance of safe food handling and regulation to protect the well-being of communities.

Overview Join our Sports First Aid & Sports Medicine course and discover your hidden skills, setting you on a path to success in this area. Get ready to improve your skills and achieve your biggest goals. The Sports First Aid & Sports Medicine course has everything you need to get a great start in this sector. Improving and moving forward is key to getting ahead personally. The Sports First Aid & Sports Medicine course is designed to teach you the important stuff quickly and well, helping you to get off to a great start in the field. So, what are you looking for? Enrol now! You Will Learn Following Things: Learn strategies to boost your workplace efficiency. Hone your skills to help you advance your career. Acquire a comprehensive understanding of various topics and tips. Learn in-demand skills that are in high demand among UK employers This course covers everything you must know to stand against the tough competition. The future is truly yours to seize with this Sports First Aid & Sports Medicine. Enrol today and complete the course to achieve a certificate that can change your career forever. Details Perks of Learning with IOMH One-to-one support from a dedicated tutor throughout your course. Study online - whenever and wherever you want. Instant Digital/ PDF certificate 100% money back guarantee 12 months access This course covers everything you must know to stand against the tough competition. The future is truly yours to seize with this Sports First Aid & Sports Medicine. Enrol today and complete the course to achieve a certificate that can change your career forever. Process of Evaluation Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo. Certificate of Achievement After completing the Sports First Aid & Sports Medicine course, you will receive your CPD-accredited Digital/PDF Certificate for £5.99. To get the hardcopy certificate for £12.99, you must also pay the shipping charge of just £3.99 (UK) and £10.99 (International). Who Is This Course for? This Sports First Aid & Sports Medicine is suitable for anyone aspiring to start a career in relevant field; even if you are new to this and have no prior knowledge, this course is going to be very easy for you to understand.  On the other hand, if you are already working in this sector, this course will be a great source of knowledge for you to improve your existing skills and take them to the next level.  This course has been developed with maximum flexibility and accessibility, making it ideal for people who don't have the time to devote to traditional education. Requirements There is no prerequisite to enrol in this course. You don't need any educational qualification or experience to enrol in the Sports First Aid & Sports Medicine course. Do note: you must be at least 16 years old to enrol. Any internet-connected device, such as a computer, tablet, or smartphone, can access this online course. Career path The certification and skills you get from this Sports First Aid & Sports Medicine Course can help you advance your career and gain expertise in several fields, allowing you to apply for high-paying jobs in related sectors. Course Curriculum Module 01: Introduction to Sports Injuries Introduction to Sports Injuries 00:19:00 Module 02: Top Ten Common Sports Injuries Top Ten Common Sports Injuries 00:28:00 Module 03: Other Injuries Related to Sports and their Treatment Other Injuries Related to Sports and their Treatment 00:27:00 Module 04: Internal Organ Injuries and their Treatment Internal Organ Injuries and their Treatment 00:13:00 Module 05: Sports First Aid Sports First Aid 00:18:00 Module 06: Sports Medicine Sports Medicine 00:18:00 Module 07: Anatomy and Physiology of Sports Injuries Anatomy and Physiology of Sports Injuries 00:19:00 Module 08: Drugs and Doping in Sport Drugs and Doping in Sports 00:20:00 Module 09: Medical Assessment and Pre-participation Screening Medical Assessment and Pre-participation Screening 00:18:00 Module 10: Treating Medical Emergencies in Sports Treating Medical Emergencies in Sports 00:29:00 Module 11: Prevention and Rehabilitation Planning of Sports Related Injuries Prevention and Rehabilitation Planning of Sports-Related Injuries 00:37:00 Assignment Assignment - Sports First Aid & Sports Medicine 00:00:00

Are you ready to be at the helm, steering the ship into a realm where data is the new gold? In the infinite world of data, where information spirals at breakneck speed, lies a universe rich in potential and discovery: the domain of Data Science and Visualisation. This 'Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3' course unravels the wonders of extracting meaningful insights using Python, the worldwide leading language of data experts. Harnessing the strength of Python, you'll delve deep into data analysis, experience the finesse of visualisation tools, and master the art of Machine Learning. The need to understand, interpret, and act on this data has become paramount, with vast amounts of data increasing the digital sphere. Envision a canvas where raw numbers are transformed into visually compelling stories, and machine learning models foretell future trends. This course provides a meticulous pathway for anyone eager to learn the data representation paradigms backed by Python's robust libraries. Dive into a curriculum rich with analytical explorations, visual artistry, and machine learning predictions. Learning Outcomes Understanding the foundations and functionalities of Python, focusing on its application in data science. Applying various Python libraries like NumPy and Pandas for effective data analysis. Demonstrating proficiency in creating detailed visual narratives using tools like matplotlib, Seaborn, and Plotly. Implementing Machine Learning algorithms in Python using scikit-learn, ranging from regression models to clustering techniques. Designing and executing a holistic data analysis and visualisation project, encapsulating all learned techniques. Exploring advanced topics, encompassing recommender systems and natural language processing with Python. Attaining the confidence to independently analyse complex data sets and translate them into actionable insights.   Video Playerhttps://studyhub.org.uk/wp-content/uploads/2021/03/Data-Science-and-Visualisation-with-Machine-Learning.mp400:0000:0000:00Use Up/Down Arrow keys to increase or decrease volume. Why buy this Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3? Unlimited access to the course for a lifetime. Opportunity to earn a certificate accredited by the CPD Quality Standards after completing this course. Structured lesson planning in line with industry standards. Immerse yourself in innovative and captivating course materials and activities. Assessments are designed to evaluate advanced cognitive abilities and skill proficiency. Flexibility to complete the Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 Course at your own pace, on your own schedule. Receive full tutor support throughout the week, from Monday to Friday, to enhance your learning experience. Who is this Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 course for? Aspiring data scientists aiming to harness the power of Python. Researchers keen to enrich their analytical and visualisation skills. Analysts aiming to add machine learning to their toolkit. Developers striving to integrate data analytics into applications. Business professionals desiring data-driven decision-making capabilities. Career path Data Scientist: £55,000 - £85,000 Per Annum Machine Learning Engineer: £60,000 - £90,000 Per Annum Data Analyst: £30,000 - £50,000 Per Annum Data Visualisation Specialist: £45,000 - £70,000 Per Annum Natural Language Processing Specialist: £65,000 - £95,000 Per Annum Business Intelligence Developer: £40,000 - £65,000 Per Annum Prerequisites This Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 does not require you to have any prior qualifications or experience. You can just enrol and start learning. This Certificate in Data Science and Visualisation with Machine Learning at QLS Level 3 was made by professionals and it is compatible with all PC's, Mac's, tablets and smartphones. You will be able to access the course from anywhere at any time as long as you have a good enough internet connection. Certification After studying the course materials, there will be a written assignment test which you can take at the end of the course. After successfully passing the test you will be able to claim the pdf certificate for £4.99 Original Hard Copy certificates need to be ordered at an additional cost of £8. Endorsed Certificate of Achievement from the Quality Licence Scheme Learners will be able to achieve an endorsed certificate after completing the course as proof of their achievement. You can order the endorsed certificate for only £85 to be delivered to your home by post. For international students, there is an additional postage charge of £10. Endorsement The Quality Licence Scheme (QLS) has endorsed this course for its high-quality, non-regulated provision and training programmes. The QLS is a UK-based organisation that sets standards for non-regulated training and learning. This endorsement means that the course has been reviewed and approved by the QLS and meets the highest quality standards. Please Note: Studyhub is a Compliance Central approved resale partner for Quality Licence Scheme Endorsed courses. Course Curriculum Welcome, Course Introduction & overview, and Environment set-up Welcome & Course Overview 00:07:00 Set-up the Environment for the Course (lecture 1) 00:09:00 Set-up the Environment for the Course (lecture 2) 00:25:00 Two other options to setup environment 00:04:00 Python Essentials Python data types Part 1 00:21:00 Python Data Types Part 2 00:15:00 Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 1) 00:16:00 Loops, List Comprehension, Functions, Lambda Expression, Map and Filter (Part 2) 00:20:00 Python Essentials Exercises Overview 00:02:00 Python Essentials Exercises Solutions 00:22:00 Python for Data Analysis using NumPy What is Numpy? A brief introduction and installation instructions. 00:03:00 NumPy Essentials - NumPy arrays, built-in methods, array methods and attributes. 00:28:00 NumPy Essentials - Indexing, slicing, broadcasting & boolean masking 00:26:00 NumPy Essentials - Arithmetic Operations & Universal Functions 00:07:00 NumPy Essentials Exercises Overview 00:02:00 NumPy Essentials Exercises Solutions 00:25:00 Python for Data Analysis using Pandas What is pandas? A brief introduction and installation instructions. 00:02:00 Pandas Introduction 00:02:00 Pandas Essentials - Pandas Data Structures - Series 00:20:00 Pandas Essentials - Pandas Data Structures - DataFrame 00:30:00 Pandas Essentials - Handling Missing Data 00:12:00 Pandas Essentials - Data Wrangling - Combining, merging, joining 00:20:00 Pandas Essentials - Groupby 00:10:00 Pandas Essentials - Useful Methods and Operations 00:26:00 Pandas Essentials - Project 1 (Overview) Customer Purchases Data 00:08:00 Pandas Essentials - Project 1 (Solutions) Customer Purchases Data 00:31:00 Pandas Essentials - Project 2 (Overview) Chicago Payroll Data 00:04:00 Pandas Essentials - Project 2 (Solutions Part 1) Chicago Payroll Data 00:18:00 Python for Data Visualization using matplotlib Matplotlib Essentials (Part 1) - Basic Plotting & Object Oriented Approach 00:13:00 Matplotlib Essentials (Part 2) - Basic Plotting & Object Oriented Approach 00:22:00 Matplotlib Essentials (Part 3) - Basic Plotting & Object Oriented Approach 00:22:00 Matplotlib Essentials - Exercises Overview 00:06:00 Matplotlib Essentials - Exercises Solutions 00:21:00 Python for Data Visualization using Seaborn Seaborn - Introduction & Installation 00:04:00 Seaborn - Distribution Plots 00:25:00 Seaborn - Categorical Plots (Part 1) 00:21:00 Seaborn - Categorical Plots (Part 2) 00:16:00 Seborn-Axis Grids 00:25:00 Seaborn - Matrix Plots 00:13:00 Seaborn - Regression Plots 00:11:00 Seaborn - Controlling Figure Aesthetics 00:10:00 Seaborn - Exercises Overview 00:04:00 Seaborn - Exercise Solutions 00:19:00 Python for Data Visualization using pandas Pandas Built-in Data Visualization 00:34:00 Pandas Data Visualization Exercises Overview 00:03:00 Panda Data Visualization Exercises Solutions 00:13:00 Python for interactive & geographical plotting using Plotly and Cufflinks Plotly & Cufflinks - Interactive & Geographical Plotting (Part 1) 00:19:00 Plotly & Cufflinks - Interactive & Geographical Plotting (Part 2) 00:14:00 Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Overview) 00:11:00 Plotly & Cufflinks - Interactive & Geographical Plotting Exercises (Solutions) 00:37:00 Capstone Project - Python for Data Analysis & Visualization Project 1 - Oil vs Banks Stock Price during recession (Overview) 00:15:00 Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 1) 00:18:00 Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 2) 00:18:00 Project 1 - Oil vs Banks Stock Price during recession (Solutions Part 3) 00:17:00 Project 2 (Optional) - Emergency Calls from Montgomery County, PA (Overview) 00:03:00 Python for Machine Learning (ML) - scikit-learn - Linear Regression Model Introduction to ML - What, Why and Types.. 00:15:00 Theory Lecture on Linear Regression Model, No Free Lunch, Bias Variance Tradeoff 00:15:00 scikit-learn - Linear Regression Model - Hands-on (Part 1) 00:17:00 scikit-learn - Linear Regression Model Hands-on (Part 2) 00:19:00 Good to know! How to save and load your trained Machine Learning Model! 00:01:00 scikit-learn - Linear Regression Model (Insurance Data Project Overview) 00:08:00 scikit-learn - Linear Regression Model (Insurance Data Project Solutions) 00:30:00 Python for Machine Learning - scikit-learn - Logistic Regression Model Theory: Logistic Regression, conf. mat., TP, TN, Accuracy, Specificityetc. 00:10:00 scikit-learn - Logistic Regression Model - Hands-on (Part 1) 00:17:00 scikit-learn - Logistic Regression Model - Hands-on (Part 2) 00:20:00 scikit-learn - Logistic Regression Model - Hands-on (Part 3) 00:11:00 scikit-learn - Logistic Regression Model - Hands-on (Project Overview) 00:05:00 scikit-learn - Logistic Regression Model - Hands-on (Project Solutions) 00:15:00 Python for Machine Learning - scikit-learn - K Nearest Neighbors Theory: K Nearest Neighbors, Curse of dimensionality . 00:08:00 scikit-learn - K Nearest Neighbors - Hands-on 00:25:00 scikt-learn - K Nearest Neighbors (Project Overview) 00:04:00 scikit-learn - K Nearest Neighbors (Project Solutions) 00:14:00 Python for Machine Learning - scikit-learn - Decision Tree and Random Forests Theory: D-Tree & Random Forests, splitting, Entropy, IG, Bootstrap, Bagging. 00:18:00 scikit-learn - Decision Tree and Random Forests - Hands-on (Part 1) 00:19:00 scikit-learn - Decision Tree and Random Forests (Project Overview) 00:05:00 scikit-learn - Decision Tree and Random Forests (Project Solutions) 00:15:00 Python for Machine Learning - scikit-learn -Support Vector Machines (SVMs) Support Vector Machines (SVMs) - (Theory Lecture) 00:07:00 scikit-learn - Support Vector Machines - Hands-on (SVMs) 00:30:00 scikit-learn - Support Vector Machines (Project 1 Overview) 00:07:00 scikit-learn - Support Vector Machines (Project 1 Solutions) 00:20:00 scikit-learn - Support Vector Machines (Optional Project 2 - Overview) 00:02:00 Python for Machine Learning - scikit-learn - K Means Clustering Theory: K Means Clustering, Elbow method .. 00:11:00 scikit-learn - K Means Clustering - Hands-on 00:23:00 scikit-learn - K Means Clustering (Project Overview) 00:07:00 scikit-learn - K Means Clustering (Project Solutions) 00:22:00 Python for Machine Learning - scikit-learn - Principal Component Analysis (PCA) Theory: Principal Component Analysis (PCA) 00:09:00 scikit-learn - Principal Component Analysis (PCA) - Hands-on 00:22:00 scikit-learn - Principal Component Analysis (PCA) - (Project Overview) 00:02:00 scikit-learn - Principal Component Analysis (PCA) - (Project Solutions) 00:17:00 Recommender Systems with Python - (Additional Topic) Theory: Recommender Systems their Types and Importance 00:06:00 Python for Recommender Systems - Hands-on (Part 1) 00:18:00 Python for Recommender Systems - - Hands-on (Part 2) 00:19:00 Python for Natural Language Processing (NLP) - NLTK - (Additional Topic) Natural Language Processing (NLP) - (Theory Lecture) 00:13:00 NLTK - NLP-Challenges, Data Sources, Data Processing .. 00:13:00 NLTK - Feature Engineering and Text Preprocessing in Natural Language Processing 00:19:00 NLTK - NLP - Tokenization, Text Normalization, Vectorization, BoW. 00:19:00 NLTK - BoW, TF-IDF, Machine Learning, Training & Evaluation, Naive Bayes 00:13:00 NLTK - NLP - Pipeline feature to assemble several steps for cross-validation 00:09:00 Resources Resources - Data Science and Visualisation with Machine Learning 00:00:00 Order your QLS Endorsed Certificate Order your QLS Endorsed Certificate 00:00:00

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